{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Global Forecasting System - Meteorological forecast"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from datetime import datetime\n",
    "import xarray\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "from mikeio.dfs_util import type_list, unit_list\n",
    "from mikeio import Dfs2"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's try to download todays forecast from the OpenDAP server."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "now = datetime.now()\n",
    "\n",
    "forecast = datetime(now.year,now.month,now.day)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "dtstr = forecast.strftime(\"%Y%m%d\")\n",
    "hour = \"00\" # valid options are 00,06,12,18\n",
    "url = f\"https://nomads.ncep.noaa.gov:9090/dods/gfs_0p25/gfs{dtstr}/gfs_0p25_{hour}z\"\n",
    "ds = xarray.open_dataset(url)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(numpy.datetime64('2020-03-17T00:00:00.000000000'),\n",
       " numpy.datetime64('2020-03-27T00:00:00.000000000'))"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ds.time.values[0],ds.time.values[-1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "numpy.timedelta64(10,'D')"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(ds.time.values[-1]- ds.time.values[0]).astype('timedelta64[D]')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The forecast contains data for the coming 10 days."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Running a Mike 21 HD model, needs at least three variables of meteorlogical forcing\n",
    "* Mean Sea Level Pressure\n",
    "* U 10m\n",
    "* V 10m"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<pre>&lt;xarray.DataArray &#x27;msletmsl&#x27; (time: 81, lat: 721, lon: 1440)&gt;\n",
       "[84097440 values with dtype=float32]\n",
       "Coordinates:\n",
       "  * time     (time) datetime64[ns] 2020-03-17 2020-03-17T03:00:00 ... 2020-03-27\n",
       "  * lat      (lat) float64 -90.0 -89.75 -89.5 -89.25 ... 89.25 89.5 89.75 90.0\n",
       "  * lon      (lon) float64 0.0 0.25 0.5 0.75 1.0 ... 359.0 359.2 359.5 359.8\n",
       "Attributes:\n",
       "    long_name:  ** mean sea level mslp (eta model reduction) [pa] </pre>"
      ],
      "text/plain": [
       "<xarray.DataArray 'msletmsl' (time: 81, lat: 721, lon: 1440)>\n",
       "[84097440 values with dtype=float32]\n",
       "Coordinates:\n",
       "  * time     (time) datetime64[ns] 2020-03-17 2020-03-17T03:00:00 ... 2020-03-27\n",
       "  * lat      (lat) float64 -90.0 -89.75 -89.5 -89.25 ... 89.25 89.5 89.75 90.0\n",
       "  * lon      (lon) float64 0.0 0.25 0.5 0.75 1.0 ... 359.0 359.2 359.5 359.8\n",
       "Attributes:\n",
       "    long_name:  ** mean sea level mslp (eta model reduction) [pa] "
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ds.msletmsl"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<pre>&lt;xarray.DataArray &#x27;ugrd10m&#x27; (time: 81, lat: 721, lon: 1440)&gt;\n",
       "[84097440 values with dtype=float32]\n",
       "Coordinates:\n",
       "  * time     (time) datetime64[ns] 2020-03-17 2020-03-17T03:00:00 ... 2020-03-27\n",
       "  * lat      (lat) float64 -90.0 -89.75 -89.5 -89.25 ... 89.25 89.5 89.75 90.0\n",
       "  * lon      (lon) float64 0.0 0.25 0.5 0.75 1.0 ... 359.0 359.2 359.5 359.8\n",
       "Attributes:\n",
       "    long_name:  ** 10 m above ground u-component of wind [m/s] </pre>"
      ],
      "text/plain": [
       "<xarray.DataArray 'ugrd10m' (time: 81, lat: 721, lon: 1440)>\n",
       "[84097440 values with dtype=float32]\n",
       "Coordinates:\n",
       "  * time     (time) datetime64[ns] 2020-03-17 2020-03-17T03:00:00 ... 2020-03-27\n",
       "  * lat      (lat) float64 -90.0 -89.75 -89.5 -89.25 ... 89.25 89.5 89.75 90.0\n",
       "  * lon      (lon) float64 0.0 0.25 0.5 0.75 1.0 ... 359.0 359.2 359.5 359.8\n",
       "Attributes:\n",
       "    long_name:  ** 10 m above ground u-component of wind [m/s] "
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ds.ugrd10m"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<pre>&lt;xarray.DataArray &#x27;vgrd10m&#x27; (time: 81, lat: 721, lon: 1440)&gt;\n",
       "[84097440 values with dtype=float32]\n",
       "Coordinates:\n",
       "  * time     (time) datetime64[ns] 2020-03-17 2020-03-17T03:00:00 ... 2020-03-27\n",
       "  * lat      (lat) float64 -90.0 -89.75 -89.5 -89.25 ... 89.25 89.5 89.75 90.0\n",
       "  * lon      (lon) float64 0.0 0.25 0.5 0.75 1.0 ... 359.0 359.2 359.5 359.8\n",
       "Attributes:\n",
       "    long_name:  ** 10 m above ground v-component of wind [m/s] </pre>"
      ],
      "text/plain": [
       "<xarray.DataArray 'vgrd10m' (time: 81, lat: 721, lon: 1440)>\n",
       "[84097440 values with dtype=float32]\n",
       "Coordinates:\n",
       "  * time     (time) datetime64[ns] 2020-03-17 2020-03-17T03:00:00 ... 2020-03-27\n",
       "  * lat      (lat) float64 -90.0 -89.75 -89.5 -89.25 ... 89.25 89.5 89.75 90.0\n",
       "  * lon      (lon) float64 0.0 0.25 0.5 0.75 1.0 ... 359.0 359.2 359.5 359.8\n",
       "Attributes:\n",
       "    long_name:  ** 10 m above ground v-component of wind [m/s] "
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ds.vgrd10m"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.QuadMesh at 0x14baa8cb948>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ds.ugrd10m[0].plot()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Extract a sub-area for e.g. the Adriatic Sea"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "ds = ds.sel(lon=slice(10,25), lat=slice(30,50))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.QuadMesh at 0x14ba9f60a48>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ds.msletmsl[0].plot(cmap='jet')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Convert to dfs2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(10.0, 30.0, 61, 81, 0.25, 0.25)"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "lat = ds.lat.values\n",
    "lon = ds.lon.values\n",
    "\n",
    "\n",
    "nx = len(lon)\n",
    "ny = len(lat)\n",
    "\n",
    "x0 = lon[0]\n",
    "y0 = lat[0]\n",
    "\n",
    "\n",
    "dx = np.round((lon[-1] - lon[0]) / nx,2)\n",
    "dy = np.round((lat[-1] - lat[0]) / ny,2)\n",
    "\n",
    "x0, y0, nx, ny, dx, dy"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Time"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "t = ds.time.values\n",
    "start_time = pd.to_datetime(t).to_pydatetime()[0]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Variable types"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{100409: 'Air Pressure'}"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "type_list(\"Air pressure\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{6101: 'hectopascal', 6108: 'millibar'}"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "unit_list(100409)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{100002: 'Wind Velocity',\n",
       " 100003: 'Wind Direction',\n",
       " 100105: 'Wind friction factor',\n",
       " 100274: 'Wind speed',\n",
       " 100276: 'Depth of Wind',\n",
       " 110021: 'Wind friction speed'}"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "type_list(\"Wind\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{2000: 'meter/sec',\n",
       " 2002: 'feet/sec',\n",
       " 2020: 'miles/hour',\n",
       " 2021: 'km/hour',\n",
       " 2019: 'knot'}"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "unit_list(100002)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This example extracts the first 10 timesteps. Note that in order to download the entire forecast, you have to handle the non-equidistant time axis."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "mslp = ds.msletmsl[0:10].values / 100 # conversion from Pa to hPa\n",
    "u = ds.ugrd10m[0:10].values\n",
    "v = ds.vgrd10m[0:10].values"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Flip data upside down"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "mslp = mslp[:,::-1,:]\n",
    "u = u[:,::-1,:]\n",
    "v = v[:,::-1,:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "d = []\n",
    "d.append(mslp)\n",
    "d.append(u)\n",
    "d.append(v)\n",
    "\n",
    "dfsfilename = f\"gfs_{dtstr}_{hour}.dfs2\"\n",
    "\n",
    "coordinate = ['LONG/LAT', x0, y0, 0]\n",
    "\n",
    "dfs = Dfs2()\n",
    "dfs.create(filename=dfsfilename,\n",
    "           data=d,\n",
    "           start_time = start_time,\n",
    "           dt=3600,\n",
    "           coordinate=coordinate, length_x=dx, length_y=dy,\n",
    "           names=[\"Mean Sea Level Pressure\",\"Wind U\",\"Wind V\"], \n",
    "           variable_type=[100409,100002,100002], unit=[6101,2000,2000]\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![GFS in dfs2 format](../images/gfs.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Clean up (don't run this)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "os.remove(dfsfilename)"
   ]
  }
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